Data mining is the art and science of intelligent data analysis. By
building knowledge from information, data mining adds considerable
value to the ever increasing stores of electronic data that abound
today. In performing data mining many decisions need to be made
regarding the choice of methodology, the choice of data, the choice of
tools, and the choice of algorithms. Throughout this book the reader
is introduced to the basic concepts and some of the more popular
algorithms of data mining. With a focus on the hands-on end-to-end
process for data mining, Williams guides the reader through various
capabilities of the easy to use, free, and open source Rattle Data
Mining Software built on the sophisticated R Statistical Software. The
focus on doing data mining rather than just reading about data mining
is refreshing. The book covers data understanding, data preparation,
data refinement, model building, model evaluation, and practical
deployment. The reader will learn torapidly deliver a data mining
project using software easily installed for free from the Internet.
Coupling Rattle with R delivers a very sophisticated data mining
environment with all the power, and more, of the many commercial
offerings.
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The Art of Excavating Data for Knowledge Discovery
Produktdetaljer
ISBN
9781441998903
Publisert
2021
Utgiver
Vendor
Springer
Språk
Product language
Engelsk
Format
Product format
Digital bok
Forfatter